{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程1.6】  正太性检验\n",
    "\n",
    "利用观测数据判断总体是否服从正态分布的检验称为正态性检验，它是统计判决中重要的一种特殊的拟合优度假设检验。\n",
    "\n",
    "直方图初判 / QQ图判断 / K-S检验\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       value\n",
      "0  10.287726\n",
      "1  10.037189\n",
      "2  10.387118\n",
      "3  11.852437\n",
      "4  10.776783\n"
     ]
    },
    {
     "data": {
      "image/png": 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FIt/zdO8MVykFap2GrLOsXh+1UsTQ51KYMiPtmI+NjeX6fGCEg4W4nHxYiMs3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\ng0CrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9c7bb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图初判\n",
    "\n",
    "s = pd.DataFrame(np.random.randn(1000)+10,columns = ['value'])\n",
    "print(s.head())\n",
    "# 创建随机数据\n",
    "\n",
    "fig = plt.figure(figsize = (10,6))\n",
    "ax1 = fig.add_subplot(2,1,1)  # 创建子图1\n",
    "ax1.scatter(s.index, s.values)\n",
    "plt.grid()\n",
    "# 绘制数据分布图\n",
    "\n",
    "ax2 = fig.add_subplot(2,1,2)  # 创建子图2\n",
    "s.hist(bins=30,alpha = 0.5,ax = ax2)\n",
    "s.plot(kind = 'kde', secondary_y=True,ax = ax2)\n",
    "plt.grid()\n",
    "# 绘制直方图\n",
    "# 呈现较明显的正太性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       value\n",
      "0  10.445020\n",
      "1  10.456950\n",
      "2  10.363495\n",
      "3  11.490462\n",
      "4  12.862305\n",
      "均值为：10.02，标准差为：0.98\n",
      "------\n",
      "   index     value       p         q\n",
      "0     66  7.264158 -0.0005 -2.794276\n",
      "1    689  7.380927  0.0005 -2.675718\n",
      "2    227  7.519012  0.0015 -2.535518\n",
      "3    890  7.591808  0.0025 -2.461607\n",
      "4    233  7.639237  0.0035 -2.413451\n",
      "------\n",
      "四分之一位数为：9.36，四分之三位数为：10.66\n",
      "------\n"
     ]
    },
    {
     "data": {
      "image/png": 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xVmXdD/LsY7FeJlGLThof9gSfRXiYTY/0QlJBa7XHKsvc6QSLbqdzhRmNgxW0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Nh2ctN9TMl/P0OiCgPJDGUXdNQi4UNQkREWkeixVfM1u+Z7NZ8vk8Xq8XTz6POX68tserNZkk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\nJ598kv379zM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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc1f9b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# QQ图判断\n",
    "# QQ图通过把测试样本数据的分位数与已知分布相比较，从而来检验数据的分布情况\n",
    "\n",
    "# QQ图是一种散点图，对应于正态分布的QQ图，就是由标准正态分布的分位数为横坐标，样本值为纵坐标的散点图\n",
    "# 参考直线：四分之一分位点和四分之三分位点这两点确定，看散点是否落在这条线的附近\n",
    "\n",
    "# 绘制思路\n",
    "# ① 在做好数据清洗后，对数据进行排序（次序统计量：x(1)<x(2)<....<x(n)）\n",
    "# ② 排序后，计算出每个数据对应的百分位p{i}，即第i个数据x(i)为p(i)分位数，其中p(i)=(i-0.5)/n （pi有多重算法，这里以最常用方法为主）\n",
    "# ③ 绘制直方图 + qq图，直方图作为参考\n",
    "\n",
    "s = pd.DataFrame(np.random.randn(1000)+10,columns = ['value'])\n",
    "print(s.head())\n",
    "# 创建随机数据\n",
    "\n",
    "mean = s['value'].mean()\n",
    "std = s['value'].std()\n",
    "print('均值为：%.2f，标准差为：%.2f' % (mean,std))\n",
    "print('------')\n",
    "#  计算均值，标准差\n",
    "\n",
    "s.sort_values(by = 'value', inplace = True)  # 重新排序\n",
    "s_r = s.reset_index(drop = False)  # 重新排序后，更新index\n",
    "s_r['p'] = (s_r.index - 0.5) / len(s_r)  \n",
    "s_r['q'] = (s_r['value'] - mean) / std\n",
    "print(s_r.head())\n",
    "print('------')\n",
    "# 计算百分位数 p(i)\n",
    "# 计算q值\n",
    "\n",
    "st = s['value'].describe()\n",
    "x1 ,y1 = 0.25, st['25%']\n",
    "x2 ,y2 = 0.75, st['75%']\n",
    "print('四分之一位数为：%.2f，四分之三位数为：%.2f' % (y1,y2))\n",
    "print('------')\n",
    "# 计算四分之一位数、四分之三位数\n",
    "\n",
    "fig = plt.figure(figsize = (10,9))\n",
    "ax1 = fig.add_subplot(3,1,1)  # 创建子图1\n",
    "ax1.scatter(s.index, s.values)\n",
    "plt.grid()\n",
    "# 绘制数据分布图\n",
    "\n",
    "ax2 = fig.add_subplot(3,1,2)  # 创建子图2\n",
    "s.hist(bins=30,alpha = 0.5,ax = ax2)\n",
    "s.plot(kind = 'kde', secondary_y=True,ax = ax2)\n",
    "plt.grid()\n",
    "# 绘制直方图\n",
    "\n",
    "ax3 = fig.add_subplot(3,1,3)  # 创建子图3\n",
    "ax3.plot(s_r['p'],s_r['value'],'k.',alpha = 0.1)\n",
    "ax3.plot([x1,x2],[y1,y2],'-r')\n",
    "plt.grid()\n",
    "# 绘制QQ图，直线为四分之一位数、四分之三位数的连线，基本符合正态分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "样本均值为：79.74，样本标准差为：5.94\n",
      "------\n",
      "实际观测D值为：0.1597\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>次数</th>\n",
       "      <th>血糖浓度</th>\n",
       "      <th>累计次数</th>\n",
       "      <th>累计频率</th>\n",
       "      <th>标准化取值</th>\n",
       "      <th>理论分布</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>0.057143</td>\n",
       "      <td>-1.977701</td>\n",
       "      <td>0.0244</td>\n",
       "      <td>0.032743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.114286</td>\n",
       "      <td>-1.304031</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>0.017486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>75</td>\n",
       "      <td>6</td>\n",
       "      <td>0.171429</td>\n",
       "      <td>-0.798779</td>\n",
       "      <td>0.2148</td>\n",
       "      <td>0.043371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>76</td>\n",
       "      <td>8</td>\n",
       "      <td>0.228571</td>\n",
       "      <td>-0.630362</td>\n",
       "      <td>0.2643</td>\n",
       "      <td>0.035729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>77</td>\n",
       "      <td>14</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>-0.461945</td>\n",
       "      <td>0.3228</td>\n",
       "      <td>0.077200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td>17</td>\n",
       "      <td>0.485714</td>\n",
       "      <td>-0.293527</td>\n",
       "      <td>0.3859</td>\n",
       "      <td>0.099814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>80</td>\n",
       "      <td>23</td>\n",
       "      <td>0.657143</td>\n",
       "      <td>0.043307</td>\n",
       "      <td>0.5160</td>\n",
       "      <td>0.141143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>81</td>\n",
       "      <td>26</td>\n",
       "      <td>0.742857</td>\n",
       "      <td>0.211725</td>\n",
       "      <td>0.5832</td>\n",
       "      <td>0.159657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>84</td>\n",
       "      <td>28</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.716977</td>\n",
       "      <td>0.7611</td>\n",
       "      <td>0.038900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>86</td>\n",
       "      <td>30</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>1.053811</td>\n",
       "      <td>0.8531</td>\n",
       "      <td>0.004043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2</td>\n",
       "      <td>87</td>\n",
       "      <td>32</td>\n",
       "      <td>0.914286</td>\n",
       "      <td>1.222229</td>\n",
       "      <td>0.8888</td>\n",
       "      <td>0.025486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>92</td>\n",
       "      <td>35</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.064315</td>\n",
       "      <td>0.9803</td>\n",
       "      <td>0.019700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    次数  血糖浓度  累计次数      累计频率     标准化取值    理论分布         D\n",
       "0    2    68     2  0.057143 -1.977701  0.0244  0.032743\n",
       "1    2    72     4  0.114286 -1.304031  0.0968  0.017486\n",
       "2    2    75     6  0.171429 -0.798779  0.2148  0.043371\n",
       "3    2    76     8  0.228571 -0.630362  0.2643  0.035729\n",
       "4    6    77    14  0.400000 -0.461945  0.3228  0.077200\n",
       "5    3    78    17  0.485714 -0.293527  0.3859  0.099814\n",
       "6    6    80    23  0.657143  0.043307  0.5160  0.141143\n",
       "7    3    81    26  0.742857  0.211725  0.5832  0.159657\n",
       "8    2    84    28  0.800000  0.716977  0.7611  0.038900\n",
       "9    2    86    30  0.857143  1.053811  0.8531  0.004043\n",
       "10   2    87    32  0.914286  1.222229  0.8888  0.025486\n",
       "11   3    92    35  1.000000  2.064315  0.9803  0.019700"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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wMJDhw4cXaxtCCHNwcXGxjJ0/d65lYJ169Sxj50ujb5fM2bnv1vWjEycsf5a0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\npBH5f1NIIllc7ZHzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbfd2b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# KS检验，理论推导\n",
    "\n",
    "data = [87,77,92,68,80,78,84,77,81,80,80,77,92,86,\n",
    "       76,80,81,75,77,72,81,72,84,86,80,68,77,87,\n",
    "       76,77,78,92,75,80,78]\n",
    "# 样本数据，35位健康男性在未进食之前的血糖浓度\n",
    "\n",
    "df = pd.DataFrame(data, columns =['value'])\n",
    "u = df['value'].mean()\n",
    "std = df['value'].std()\n",
    "print(\"样本均值为：%.2f，样本标准差为：%.2f\" % (u,std))\n",
    "print('------')\n",
    "# 查看数据基本统计量\n",
    "\n",
    "s = df['value'].value_counts().sort_index()\n",
    "df_s = pd.DataFrame({'血糖浓度':s.index,'次数':s.values})\n",
    "# 创建频率数据\n",
    "\n",
    "df_s['累计次数'] = df_s['次数'].cumsum()\n",
    "df_s['累计频率'] = df_s['累计次数'] / len(data)\n",
    "df_s['标准化取值'] = (df_s['血糖浓度'] - u) / std\n",
    "df_s['理论分布'] =[0.0244,0.0968,0.2148,0.2643,0.3228,0.3859,0.5160,0.5832,0.7611,0.8531,0.8888,0.9803]  # 通过查阅正太分布表\n",
    "df_s['D'] = np.abs(df_s['累计频率'] - df_s['理论分布'])\n",
    "dmax = df_s['D'].max()\n",
    "print(\"实际观测D值为：%.4f\" % dmax)\n",
    "# D值序列计算结果表格\n",
    "\n",
    "df_s['累计频率'].plot(style = '--k.')\n",
    "df_s['理论分布'].plot(style = '--r.')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.grid()\n",
    "# 密度图表示\n",
    "\n",
    "df_s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KstestResult(statistic=0.15901807048240979, pvalue=0.30662972583580261)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 直接用算法做KS检验\n",
    "\n",
    "from scipy import stats\n",
    "# scipy包是一个高级的科学计算库，它和Numpy联系很密切，Scipy一般都是操控Numpy数组来进行科学计算\n",
    "\n",
    "data = [87,77,92,68,80,78,84,77,81,80,80,77,92,86,\n",
    "       76,80,81,75,77,72,81,72,84,86,80,68,77,87,\n",
    "       76,77,78,92,75,80,78]\n",
    "# 样本数据，35位健康男性在未进食之前的血糖浓度\n",
    "\n",
    "df = pd.DataFrame(data, columns =['value'])\n",
    "u = df['value'].mean()  # 计算均值\n",
    "std = df['value'].std()  # 计算标准差\n",
    "stats.kstest(df['value'], 'norm', (u, std))\n",
    "# .kstest方法：KS检验，参数分别是：待检验的数据，检验方法（这里设置成norm正态分布），均值与标准差\n",
    "# 结果返回两个值：statistic → D值，pvalue → P值\n",
    "# p值大于0.05，为正态分布"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
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   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
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 },
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